R Notebook

package ‘dplyr’ was built under R version 3.4.1package ‘igraph’ was built under R version 3.4.1

Reading layer `AMPs_5_v1' from data source `/Users/JuanMayorga/github/Argentina/AMPS_shapefiles/AMPs_5_v1.shp' using driver `ESRI Shapefile'
converted into: POLYGON
Simple feature collection with 14 features and 6 fields
geometry type:  MULTIPOLYGON
dimension:      XY
bbox:           xmin: -67.26759 ymin: -58.99964 xmax: -54.76844 ymax: -38.92475
epsg (SRID):    4326
proj4string:    +proj=longlat +datum=WGS84 +no_defs

Ignoring unknown aesthetics: keyis.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'is.na() applied to non-(list or vector) of type 'language'

All effort by all Argentinian vessels

First, lets summarize all fishign effort by argentinian vessels. This will serve as the reference point to compare effort in the proposed MPAs.

All fishing positions within the EEZ

Now lets get all fishing positions by these vessels inside the EEZ. We will then clip them to the MPAS.

Since the resulting files are huge, we need to run a query for each year separately:

Now lets do point in polygon operations to assign to each fishing position the MPA in which it occurs (if any)

Parsed with column specification:
cols(
  year = col_integer(),
  mmsi = col_integer(),
  lat = col_double(),
  lon = col_double(),
  hours = col_double()
)

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although coordinates are longitude/latitude, it is assumed that they are planar

Parsed with column specification:
cols(
  year = col_integer(),
  mmsi = col_integer(),
  gear_type = col_character(),
  total_hours = col_double(),
  total_fishing_hours = col_double(),
  fishing_hours_eez = col_double(),
  fishing_hours_falkland = col_double(),
  fishing_hours_hs = col_double()
)

Visualiztions and summaries

For each MPA, how many vessels fish there?

For each MPA, how much fishing effort happens there?